Dmitry M. Malioutov

ORCID

Publication Activity (10 Years)

Years Active: 2002-2023
Publications (10 Years): 7

Top Venues

CoRR

ICASSP

AISTATS

IEEE J. Sel. Top. Signal Process.

Massachusetts Institute of Technology, Cambridge, MA, USA (PHD)

Education History

Massachusetts Institute of Technology, Cambridge, MA, USA

PHD

Publications

Dennis Wei, Dmitry M. Malioutov
A Statistical Interpretation of the Maximum Subarray Problem. ICASSP (2023)
Dmitry M. Malioutov, Sanjeeb Dash, Dennis Wei
Heavy Sets with Applications to Interpretable Machine Learning Diagnostics. AISTATS (2023)
Been Kim, Dmitry M. Malioutov, Kush R. Varshney, Adrian Weller
Proceedings of the 2017 ICML Workshop on Human Interpretability in Machine Learning (WHI 2017). CoRR (2017)
Dmitry M. Malioutov, Aycan A. Corum, Müjdat Çetin
Covariance Matrix Estimation for Interest-Rate Risk Modeling via Smooth and Monotone Regularization. IEEE J. Sel. Top. Signal Process. 10 (6) (2016)
Guolong Su, Dennis Wei, Kush R. Varshney, Dmitry M. Malioutov
Interpretable Two-level Boolean Rule Learning for Classification. CoRR (2016)
Been Kim, Dmitry M. Malioutov, Kush R. Varshney
Proceedings of the 2016 ICML Workshop on Human Interpretability in Machine Learning (WHI 2016). CoRR (2016)
Guolong Su, Dennis Wei, Kush R. Varshney, Dmitry M. Malioutov
Learning sparse two-level boolean rules. MLSP (2016)
Guolong Su, Dennis Wei, Kush R. Varshney, Dmitry M. Malioutov
Interpretable Two-level Boolean Rule Learning for Classification. CoRR (2015)
Sanjeeb Dash, Dmitry M. Malioutov, Kush R. Varshney
Learning interpretable classification rules using sequential rowsampling. ICASSP (2015)
Sanjeeb Dash, Dmitry M. Malioutov, Kush R. Varshney
Screening for learning classification rules via Boolean compressed sensing. ICASSP (2014)
Dmitry M. Malioutov, Kush R. Varshney
Exact Rule Learning via Boolean Compressed Sensing. ICML (3) (2013)
Dmitry M. Malioutov, Mikhail B. Malyutov
Boolean compressed sensing: LP relaxation for group testing. ICASSP (2012)
Sujay Sanghavi, Dmitry M. Malioutov, Alan S. Willsky
Belief Propagation and LP Relaxation for Weighted Matching in General Graphs. IEEE Trans. Inf. Theory 57 (4) (2011)
Dmitry M. Malioutov, Sujay Sanghavi, Alan S. Willsky
Sequential Compressed Sensing. IEEE J. Sel. Top. Signal Process. 4 (2) (2010)
Dmitry M. Malioutov, Sujay Sanghavi, Alan S. Willsky
Sequential Compressed Sensing CoRR (2010)
Dmitry M. Malioutov, Jason K. Johnson, Myung Jin Choi, Alan S. Willsky
Low-Rank Variance Approximation in GMRF Models: Single and Multiscale Approaches. IEEE Trans. Signal Process. 56 (10-1) (2008)
Dmitry M. Malioutov, Sujay Sanghavi, Alan S. Willsky
Compressed sensing with sequential observations. ICASSP (2008)
Dmitry M. Malioutov, Jason K. Johnson, Alan S. Willsky
GMRF Variance Approximation using Splicedwavelet Bases. ICASSP (3) (2007)
Sujay Sanghavi, Dmitry M. Malioutov, Alan S. Willsky
Linear programming analysis of loopy belief propagation for weighted matching. NIPS (2007)
Jason K. Johnson, Dmitry M. Malioutov, Alan S. Willsky
Lagrangian Relaxation for MAP Estimation in Graphical Models CoRR (2007)
Dmitry M. Malioutov, Jason K. Johnson, Alan S. Willsky
Low-Rank Variance Estimation in Large-Scale Gmrf Models. ICASSP (3) (2006)
Dmitry M. Malioutov, Jason K. Johnson, Alan S. Willsky
Walk-Sums and Belief Propagation in Gaussian Graphical Models. J. Mach. Learn. Res. 7 (2006)
Dmitry M. Malioutov, Müjdat Çetin, Alan S. Willsky
A sparse signal reconstruction perspective for source localization with sensor arrays. IEEE Trans. Signal Process. 53 (8-2) (2005)
Dmitry M. Malioutov, Müjdat Çetin, Alan S. Willsky
Homotopy continuation for sparse signal representation. ICASSP (5) (2005)
Jason K. Johnson, Dmitry M. Malioutov, Alan S. Willsky
Walk-Sum Interpretation and Analysis of Gaussian Belief Propagation. NIPS (2005)
Dmitry M. Malioutov, Müjdat Çetin, Alan S. Willsky
Optimal sparse representations in general overcomplete bases. ICASSP (2) (2004)
Müjdat Çetin, Dmitry M. Malioutov, Alan S. Willsky
A variational technique for source localization based on a sparse signal reconstruction perspective. ICASSP (2002)

Dmitry M. Malioutov.css-eqlu8i{font-size:small;padding-left:4px;}

Publication Activity (10 Years)

Top Topics

Top Venues

Dmitry M. Malioutov